{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras.datasets import imdb\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 解决中文乱码问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.size'] = 20"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 10000\n",
    "\n",
    "def multi_hot_encoding(sentences, dim=10000):\n",
    "    results = np.zeros((len(sentences), dim))\n",
    "    for i, word_indices in enumerate(sentences):\n",
    "        results[i, word_indices] = 1.0\n",
    "    return results\n",
    "\n",
    "\n",
    "(train_x, train_y), (test_x, test_y) = imdb.load_data(num_words=N)\n",
    "train_x = multi_hot_encoding(train_x)\n",
    "test_x = multi_hot_encoding(test_x)\n",
    "\n",
    "plt.plot(train_x[0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 训练三个模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_and_train(hidden_dim, regularizer=None, dropout=0):\n",
    "    model = keras.Sequential([\n",
    "        keras.layers.Dense(hidden_dim, activation='relu', \n",
    "                           input_shape=(N,),\n",
    "                           kernel_regularizer=regularizer),\n",
    "        keras.layers.Dropout(dropout),\n",
    "        keras.layers.Dense(hidden_dim, activation='relu',\n",
    "                           kernel_regularizer=regularizer),\n",
    "        keras.layers.Dropout(dropout),\n",
    "        keras.layers.Dense(1, activation='sigmoid')\n",
    "    ])\n",
    "\n",
    "    model.compile(optimizer='adam', loss='binary_crossentropy',\n",
    "                  metrics=['accuracy', 'binary_crossentropy'])\n",
    "    history = model.fit(train_x, train_y, epochs=10, batch_size=512,\n",
    "                        validation_data=(test_x, test_y), verbose=0)\n",
    "\n",
    "    return history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Logging before flag parsing goes to stderr.\n",
      "W0712 01:48:29.105508 140735530943360 deprecation.py:323] From /Library/Frameworks/Python.framework/Versions/3.7/lib/python3.7/site-packages/tensorflow/python/ops/math_grad.py:1250: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n"
     ]
    }
   ],
   "source": [
    "baseline_history = build_and_train(16)\n",
    "smaller_history = build_and_train(4)\n",
    "larger_history = build_and_train(512)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘图训练集和验证集损失"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_history(histories, key='binary_crossentropy'):\n",
    "    plt.figure(figsize=(10, 6))\n",
    "\n",
    "    for name, history in histories:\n",
    "        val = plt.plot(history.epoch, history.history['val_'+key],\n",
    "                       '--', label=name + ' 验证集')\n",
    "        plt.plot(history.epoch, history.history[key], \n",
    "                 color=val[0].get_color(), label=name + ' 训练集')\n",
    "\n",
    "    plt.xlabel('Epochs')\n",
    "    plt.ylabel('Loss - ' + key)\n",
    "    plt.legend()\n",
    "\n",
    "    plt.xlim([0, max(history.epoch)])\n",
    "\n",
    "plot_history([('基线', baseline_history),\n",
    "              ('较小', smaller_history),\n",
    "              ('较大', larger_history)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "l2_model_history = build_and_train(16, keras.regularizers.l2(0.001))\n",
    "dpt_model_history = build_and_train(16, dropout=0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_history([('基线', baseline_history),\n",
    "              ('L2正则', l2_model_history),\n",
    "              ('Dropout', dpt_model_history)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
